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Esmaeilkiani
commited on
Create app.py
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app.py
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import streamlit as st
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import pandas as pd
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from transformers import pipeline
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st.title("Zali Ai Dashboard for Data Analysis and Machine Learning")
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# Sidebar menu
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st.sidebar.header("Menu")
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uploaded_file = st.sidebar.file_uploader("Upload a file", type=['csv', 'xlsx'])
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if uploaded_file is not None:
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# Read the uploaded file
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df = pd.read_csv(uploaded_file)
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# Data Analysis Section
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st.subheader("Data Analysis")
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st.write(df.head())
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# Charts and Graphs
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st.subheader("Data Visualization")
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# Add your data visualization code here
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# Machine Learning Section
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st.subheader("Machine Learning Analysis")
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# Perform machine learning analysis using Hugging Face Transformers
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ml_pipeline = pipeline(task="text-classification", model="textattack/bert-base-uncased-imdb")
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text = "Replace this with your text data from the uploaded file"
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result = ml_pipeline(text)
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st.write("Machine Learning Result:")
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st.write(result)
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